{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/maybe/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "from service.client import BertClient\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "import re\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the server at localhost:5555 returns the following config:\n",
      "                        client\t=\t84c5542f-bd8a-4516-8b31-772db2b32932\n",
      "                     model_dir\t=\t../model/uncased_L-12_H-768_A-12\n",
      "                   max_seq_len\t=\t25                            \n",
      "                    num_worker\t=\t4                             \n",
      "                max_batch_size\t=\t256                           \n",
      "                          port\t=\t5555                          \n",
      "            tensorflow_version\t=\t1.10.0                        \n",
      "                python_version\t=\t3.6.0 |Anaconda custom (64-bit)| (default, Dec 23 2016, 12:22:00) \n",
      "[GCC 4.4.7 20120313 (Red Hat 4.4.7-1)]\n",
      "                   server_time\t=\t2018-11-16 10:55:33.771656    \n",
      "you should NOT see this message multiple times! if you see it appears repeatedly, please consider moving \"BertClient()\" out of the loop.\n"
     ]
    }
   ],
   "source": [
    "# Run the services from here\n",
    "# https://github.com/hanxiao/bert-as-service\n",
    "\n",
    "ec = BertClient()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "enc_1 = ec.encode(['i want to play basketball'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 768)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enc_1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# messages = ['i want to play basketball', 'i would love to play badminition', 'i want to go for swimming', 'football is my favourite sport', 'i like water sports', 'i would like to eat chicken','chicken is my favourite','will it rain today']\n",
    "messages = ['cat', 'dog','lion','tiger','basketball','football','coffee','burger','microsoft','google']\n",
    "# messages = ['猫', '狗','狮子','老虎','篮球','足球','咖啡','汉堡包']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "embeddings = ec.encode(messages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_corr = np.zeros((10,768), dtype=float)\n",
    "for i, val in enumerate(embeddings):\n",
    "#     print(val)\n",
    "    norm = val / np.linalg.norm(val)\n",
    "    new_corr[i] = norm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-2.75973864e-02,  5.61796036e-03,  3.02815568e-02, ...,\n",
       "        -2.25936659e-02,  3.74684157e-03,  1.61824320e-02],\n",
       "       [-9.96664725e-03,  9.93663631e-03,  1.43453656e-02, ...,\n",
       "        -2.89362594e-02, -8.77566263e-03,  1.14098676e-02],\n",
       "       [-2.66462229e-02,  2.28086319e-05,  4.14429186e-03, ...,\n",
       "        -1.50235109e-02,  1.06803025e-03, -7.82127026e-03],\n",
       "       ...,\n",
       "       [ 1.47399458e-03, -8.30284227e-03,  1.22794993e-02, ...,\n",
       "         9.88650601e-03, -8.16378091e-03, -2.43669376e-03],\n",
       "       [-4.49160896e-02, -2.01838743e-02, -7.77354173e-04, ...,\n",
       "        -1.81111246e-02,  1.22765999e-03,  1.73417144e-02],\n",
       "       [-8.10380466e-03, -2.26607490e-02,  1.12582901e-02, ...,\n",
       "        -1.85637753e-02, -3.07636661e-03,  1.70211513e-02]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_similarity(labels, features, rotation):\n",
    "    corr = np.inner(features, features)\n",
    "    sns.set(font_scale=0.9)\n",
    "#     sns.set_style(\"darkgrid\",{\"font.sans-serif\":['simhei', 'Arial']})\n",
    "    g = sns.heatmap(\n",
    "      corr,\n",
    "      xticklabels=labels,\n",
    "      yticklabels=labels,\n",
    "      vmin=0,\n",
    "      vmax=1,\n",
    "      annot=True,\n",
    "      cmap=\"rainbow\")\n",
    "    g.set_xticklabels(labels, rotation=rotation)\n",
    "    g.set_title(\"Semantic Textual Similarity\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe7204c4c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_similarity(messages, new_corr, 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "messages = ['i want to learn chinese', 'please teach me chinese','can you tech me chinese language','translate this please',\n",
    "          'translate into chinese','how do i say it in chinese', 'wall street journal','bank of America']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "embeddings = ec.encode(messages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_corr = np.zeros((8,768), dtype=float)\n",
    "for i, val in enumerate(embeddings):\n",
    "#     print(val)\n",
    "    norm = val / np.linalg.norm(val)\n",
    "    new_corr[i] = norm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe6b414ddd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_similarity(messages, new_corr, 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
